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full-reference-image-quality-assessment

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miccunifi / ARNIQA

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[WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment

computer-vision deep-learning image-processing resnet image-quality iqa image-quality-assessment blind-image-quality-assessment low-level-vision image-degradation self-supervised-learning degradation-model biqa full-reference-iqa nr-iqa simclr contrastive-learning fr-iqa no-reference-image-quality-assessment full-reference-image-quality-assessment
  • Updated Mar 6, 2024
  • Python

abhijay9 / ShiftTolerant-LPIPS

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[ECCV 2022] We investigated a broad range of neural network elements and developed a robust perceptual similarity metric. Our shift-tolerant perceptual similarity metric (ST-LPIPS) is consistent with human perception and is less susceptible to imperceptible misalignments between two images than existing metrics.

iqa image-quality-assessment perceptual-similarity full-reference-iqa full-reference-image-quality-assessment ml-robustness
  • Updated Oct 31, 2023
  • Python

abhijay9 / attacking_perceptual_similarity_metrics

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[TMLR 2023] as a featured article (spotlight 🌟 or top 0.01% of the accepted papers). In this study, we systematically examine the robustness of both traditional and learned perceptual similarity metrics to imperceptible adversarial perturbations.

iqa adversarial-attacks perceptual-similarity adversarial-robustness image-quality-assesment full-reference-iqa transferable-attacks full-reference-image-quality-assessment
  • Updated May 18, 2023
  • Python

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